Congestion-aware delay-guaranteed scheduling and routing with renewal optimization
The emergence of time-critical applications imposes great challenges on traditional best-
effort data networks. Such applications demand delay-guaranteed services with different …
effort data networks. Such applications demand delay-guaranteed services with different …
Reinforcement Learning-based Bandwidth Decision in Optical Access Networks: A Study of Exploration Strategy and Time with Confidence Guarantee
Reinforcement learning (RL) has recently emerged as a promising solution for intelligence
bandwidth decisions that reduce latency in optical access networks. Even though RL drives …
bandwidth decisions that reduce latency in optical access networks. Even though RL drives …
Multi-User Multi-Application Packet Scheduling for Application-Specific QoE Enhancement Based on Knowledge-Embedded DDPG in 6G RAN
Y Fu, X Wang - arXiv preprint arXiv:2405.01007, 2024 - arxiv.org
The rapidly growing diversity of concurrent applications from both different users and same
devices calls for application-specific Quality of Experience (QoE) enhancement of future …
devices calls for application-specific Quality of Experience (QoE) enhancement of future …
[PDF][PDF] Intelligent Protocol Architecture for 6G
L Cai - cae-acg.ca
• Application oriented: Instead of one-fit-all approach, or one-for-one approach, an intelligent
protocol should be able to serve a large number of applications considering their needs.• …
protocol should be able to serve a large number of applications considering their needs.• …